Files
simpeg/notebooks/exLomPlots.ipynb
T
Rowan Cockett e11a3ccf65 Bug Fixes in TensorView and test_utils
Updated ipnbs
2013-08-30 21:34:15 -07:00

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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import sys\n",
"sys.path.append('../')\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from SimPEG import LogicallyOrthogonalMesh, utils\n",
"mkvc = utils.mkvc"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test 2D Plots\n",
"\n",
"For 2D nodal or cell-centered plots are supported.\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X, Y = utils.exampleLomGird([3,3],'rotate')\n",
"M = LogicallyOrthogonalMesh([X, Y])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"M.plotGrid()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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FqOhTAEhZAeOK67ZP17Oki7fy9nruLSQpCFPIKCRdt3Pg4523GxdeQpKCBfQd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\n",
"text": [
"<matplotlib.figure.Figure at 0x10b6cc110>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test 3D Plots\n",
"\n",
"Plot x, y, and z coordinates of cell-centred points"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X, Y, Z = utils.exampleLomGird([3,3,3],'rotate')\n",
"M = LogicallyOrthogonalMesh([X, Y, Z])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"M.plotGrid()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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YKPH22zKbN6scPUpw5ll+vk6fPjZOO424l/0AP/0E+fn2oPvXokV+Bg48Qmpq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\nOgTAgwfXBuCkJJNVq1TefVdl7lwvhw5JHDggLotoj7w1uUdLfRIIBCI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2bfI2aElh926Z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vfcoyLLIRDu0cOge/dIT1OrwtULNc+vvgrX/yYnu8jLk7n8cigqknjxRYu3FX4TDocD0zRZuVLi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\nQWHoUAVq1hRw5IgBQUGPd8jBlXWOp9rDo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NNPPyE3NxffffcdwsLCKn7hXjxReIcjvPCi\njBCzUpEn7ElW6k6oJjY2Fm3btoVarUbNmjWxadOmSj8PLx4vvOwFL7xwgWvXrqFHjx4O2QspKSlI\nSEjAjh07sG/fPnz33XfYvXv3E1ilF88SvJmuF144Qd++fXHkyBHk5OSgfv36mD59OsxmMwBvVupF\n2eHNdL3wwgsvHiO8jTQvvPDCi8cIb9D1wgsvvHiM+P8+6QeED8z+2wAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10d796110>"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 42
}
],
"metadata": {}
}
]
}